Claude

Everyone knows to tell the model to “think step by step.” That was 2022. In 2026, the basics are table stakes, and the developers extracting the most value from LLMs are using techniques that go well beyond the starter guides. This article covers what actually works: the patterns that experienced LLM engineers use in production, the failure modes they have learned to avoid, and the reasoning behind why these techniques work rather than just a list of tips to copy. ...

The AI landscape is shifting fast, and Anthropic just sent a clear signal that the next wave of models will be dramatically more capable than what we’ve seen so far. The phrase being used internally — “step change” — is not marketing language. In the AI industry, it has a specific meaning, and it matters. This piece breaks down what Anthropic’s announcement actually means, why this particular moment is significant in the context of AI’s development history, and what concrete steps developers and businesses should take right now to be positioned when the new model ships. ...

If you’ve been using Claude Code for any amount of time, you’ve probably noticed a mysterious .claude/ folder appearing in your projects. Most developers ignore it. That’s a mistake — understanding this folder is one of the highest-leverage productivity investments you can make. Today we’re breaking down exactly what’s inside, how to customize every piece of it, and why teams that configure it properly get dramatically better results from AI-assisted development. ...